SKU/Artículo: AMZ-B0F536GGT5

Interpretability and Explainability in AI Using Python: Decrypt AI Decision-Making Using Interpretability and Explainability with Python to Build Reliable Machine Learning Systems (English Edition)

Format:

Paperback

Kindle

Paperback

Detalles del producto
Disponibilidad:
En stock
Peso con empaque:
0.48 kg
Devolución:
Condición
Nuevo
Producto de:
Amazon
Viaja desde
USA

Sobre este producto
  • Demystify AI Decisions and Master Interpretability and Explainability Today Book Description Interpretability in AI/ML refers to the ability to understand and explain how a model arrives at its predictions. It ensures that humans can follow the model's reasoning, making it easier to debug, validate, and trust. Interpretability and Explainability in AI Using Python takes you on a structured journey through interpretability and explainability techniques for both white-box and black-box models. You’ll start with foundational concepts in interpretable machine learning, exploring different model types and their transparency levels. As you progress, you’ll dive into post-hoc methods, feature effect analysis, anchors, and counterfactuals—powerful tools to decode complex models. The book also covers explainability in deep learning, including Neural Networks, Transformers, and Large Language Models (LLMs), equipping you with strategies to uncover decision-making patterns in AI systems. Through hands-on Python examples, you’ll learn how to apply these techniques in real-world scenarios. By the end, you’ll be well-versed in choosing the right interpretability methods, implementing them efficiently, and ensuring AI models align with ethical and regulatory standards—giving you a competitive edge in the evolving AI landscape. Table of Contents 1. Interpreting Interpretable Machine Learning 2. Model Types and Interpretability Techniques 3. Interpretability Taxonomy and Techniques 4. Feature Effects Analysis with Plots 5. Post-Hoc Methods 6. Anchors and Counterfactuals 7. Interpretability in Neural Networks 8. Explainable Neural Networks 9. Explainability in Transformers and Large Language Models 10. Explainability and Responsible AI Index
AR$130.228
49% OFF
AR$66.786

IMPORT EASILY

By purchasing this product you can deduct VAT with your RUT number

AR$130.228
49% OFF
AR$66.786

Pagá fácil y rápido con Mercado Pago o MODO

Llega en 8 a 12 días hábiles
con envío
Tienes garantía de entrega
Este producto viaja de USA a tus manos en